{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 多尺度目标检测\n",
    "\n",
    "在[“锚框”](anchor.ipynb)一节中，我们在实验中以输入图像的每个像素为中心生成多个锚框。这些锚框是对输入图像不同区域的采样。然而，如果以图像每个像素为中心都生成锚框，很容易生成过多锚框而造成计算量过大。举个例子，假设输入图像的高和宽分别为561像素和728像素，如果以每个像素为中心生成5个不同形状的锚框，那么一张图像上则需要标注并预测200多万个锚框（$561 \\times 728 \\times 5$）。\n",
    "\n",
    "减少锚框个数并不难。一种简单的方法是在输入图像中均匀采样一小部分像素，并以采样的像素为中心生成锚框。此外，在不同尺度下，我们可以生成不同数量和不同大小的锚框。值得注意的是，较小目标比较大目标在图像上出现位置的可能性更多。举个简单的例子：形状为$1 \\times 1$、$1 \\times 2$和$2 \\times 2$的目标在形状为$2 \\times 2$的图像上可能出现的位置分别有4、2和1种。因此，当使用较小锚框来检测较小目标时，我们可以采样较多的区域；而当使用较大锚框来检测较大目标时，我们可以采样较少的区域。\n",
    "\n",
    "为了演示如何多尺度生成锚框，我们先读取一张图像。它的高和宽分别为561像素和728像素。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(322, 252)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = tf.keras.preprocessing.image.load_img('catdog.jpg')\n",
    "h, w = img.size[0:2]\n",
    "h, w"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们在[“二维卷积层”](../chapter_convolutional-neural-networks/conv-layer.ipynb)一节中将卷积神经网络的二维数组输出称为特征图。\n",
    "我们可以通过定义特征图的形状来确定任一图像上均匀采样的锚框中心。\n",
    "\n",
    "下面定义`display_anchors`函数。我们在特征图`fmap`上以每个单元（像素）为中心生成锚框`anchors`。由于锚框`anchors`中$x$和$y$轴的坐标值分别已除以特征图`fmap`的宽和高，这些值域在0和1之间的值表达了锚框在特征图中的相对位置。由于锚框`anchors`的中心遍布特征图`fmap`上的所有单元，`anchors`的中心在任一图像的空间相对位置一定是均匀分布的。具体来说，当特征图的宽和高分别设为`fmap_w`和`fmap_h`时，该函数将在任一图像上均匀采样`fmap_h`行`fmap_w`列个像素，并分别以它们为中心生成大小为`s`（假设列表`s`长度为1）的不同宽高比（`ratios`）的锚框。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TensorShape([1, 405720, 4])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def display_anchors(fmap_w, fmap_h, s):\n",
    "    fmap = np.zeros((1, 10, fmap_w, fmap_h))  # 前两维的取值不影响输出结果\n",
    "    anchors = MultiBoxPrior(fmap, sizes=s, ratios=[1, 2, 0.5])\n",
    "    bbox_scale = np.array((w, h, w, h))\n",
    "    show_bboxes(plt.imshow(img).axes,\n",
    "                    anchors[0] * bbox_scale)\n",
    "    \n",
    "def MultiBoxPrior(feature_map, sizes=[0.75, 0.5, 0.25], ratios=[1, 2, 0.5]):\n",
    "    \"\"\"\n",
    "    Args:\n",
    "        feature_map: torch tensor, Shape: [N, C, H, W].\n",
    "        sizes: List of sizes (0~1) of generated MultiBoxPriores. \n",
    "        ratios: List of aspect ratios (non-negative) of generated MultiBoxPriores. \n",
    "    Returns:\n",
    "        anchors of shape (1, num_anchors, 4).\n",
    "    \"\"\"\n",
    "    pairs = [] # pair of (size, sqrt(ratio))\n",
    "    for r in ratios:\n",
    "        pairs.append([sizes[0], np.sqrt(r)])\n",
    "    for s in sizes[1:]:\n",
    "        pairs.append([s, np.sqrt(ratios[0])])\n",
    "    \n",
    "    pairs = np.array(pairs)\n",
    "\n",
    "    ss1 = pairs[:, 0] * pairs[:, 1] # size * sqrt(ration)\n",
    "    ss2 = pairs[:, 0] / pairs[:, 1] # size / sqrt(retion)\n",
    "\n",
    "    base_anchors = tf.stack([-ss1, -ss2, ss1, ss2], axis=1) / 2\n",
    "\n",
    "    h, w = feature_map.shape[-2:]\n",
    "    shifts_x = tf.divide(tf.range(0, w), w)\n",
    "    shifts_y = tf.divide(tf.range(0, h), h)\n",
    "    shift_x, shift_y = tf.meshgrid(shifts_x, shifts_y)\n",
    "    shift_x = tf.reshape(shift_x, (-1,))\n",
    "    shift_y = tf.reshape(shift_y, (-1,))\n",
    "    shifts = tf.stack((shift_x, shift_y, shift_x, shift_y), axis=1)\n",
    "\n",
    "    anchors = tf.add(tf.reshape(shifts, (-1,1,4)), tf.reshape(base_anchors, (1,-1,4)))\n",
    "    return tf.cast(tf.reshape(anchors, (1,-1,4)), tf.float32)\n",
    "\n",
    "def show_bboxes(axes, bboxes, labels=None, colors=None):\n",
    "    def _make_list(obj, default_values=None):\n",
    "        if obj is None:\n",
    "            obj = default_values\n",
    "        elif not isinstance(obj, (list, tuple)):\n",
    "            obj = [obj]\n",
    "        return obj\n",
    "    \n",
    "    labels = _make_list(labels)\n",
    "    colors = _make_list(colors, ['b', 'g', 'r', 'm', 'c'])\n",
    "    for i, bbox in enumerate(bboxes):\n",
    "        color = colors[i % len(colors)]\n",
    "        rect = bbox_to_rect(bbox.numpy(), color)\n",
    "        axes.add_patch(rect)\n",
    "        if labels and len(labels) > i:\n",
    "            text_color = 'k' if color == 'w' else 'w'\n",
    "            axes.text(rect.xy[0], rect.xy[1], labels[i],\n",
    "                va='center', ha='center', fontsize=6,\n",
    "                color=text_color, bbox=dict(facecolor=color, lw=0))\n",
    "            \n",
    "def bbox_to_rect(bbox, color):\n",
    "    return plt.Rectangle(\n",
    "        xy=(bbox[0], bbox[1]), width=bbox[2]-bbox[0], height=bbox[3]-bbox[1],\n",
    "        fill=False, edgecolor=color, linewidth=2)\n",
    "\n",
    "x = tf.zeros((1,3,h,w))\n",
    "y = MultiBoxPrior(x)\n",
    "y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们先关注小目标的检测。为了在显示时更容易分辨，这里令不同中心的锚框不重合：设锚框大小为0.15，特征图的高和宽分别为4。可以看出，图像上4行4列的锚框中心分布均匀。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_anchors(fmap_w=4, fmap_h=4, s=[0.15])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们将特征图的高和宽分别减半，并用更大的锚框检测更大的目标。当锚框大小设0.4时，有些锚框的区域有重合。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_anchors(fmap_w=2, fmap_h=2, s=[0.4])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最后，我们将特征图的高和宽进一步减半至1，并将锚框大小增至0.8。此时锚框中心即图像中心。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_anchors(fmap_w=1, fmap_h=1, s=[0.8])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "既然我们已在多个尺度上生成了不同大小的锚框，相应地，我们需要在不同尺度下检测不同大小的目标。下面我们来介绍一种基于卷积神经网络的方法。\n",
    "\n",
    "在某个尺度下，假设我们依据$c_i$张形状为$h \\times w$的特征图生成$h \\times w$组不同中心的锚框，且每组的锚框个数为$a$。例如，在刚才实验的第一个尺度下，我们依据10（通道数）张形状为$4 \\times 4$的特征图生成了16组不同中心的锚框，且每组含3个锚框。\n",
    "接下来，依据真实边界框的类别和位置，每个锚框将被标注类别和偏移量。在当前的尺度下，目标检测模型需要根据输入图像预测$h \\times w$组不同中心的锚框的类别和偏移量。\n",
    "\n",
    "假设这里的$c_i$张特征图为卷积神经网络根据输入图像做前向计算所得的中间输出。既然每张特征图上都有$h \\times w$个不同的空间位置，那么相同空间位置可以看作含有$c_i$个单元。\n",
    "根据[“二维卷积层”](../chapter_convolutional-neural-networks/conv-layer.ipynb)一节中感受野的定义，特征图在相同空间位置的$c_i$个单元在输入图像上的感受野相同，并表征了同一感受野内的输入图像信息。\n",
    "因此，我们可以将特征图在相同空间位置的$c_i$个单元变换为以该位置为中心生成的$a$个锚框的类别和偏移量。\n",
    "不难发现，本质上，我们用输入图像在某个感受野区域内的信息来预测输入图像上与该区域位置相近的锚框的类别和偏移量。\n",
    "\n",
    "当不同层的特征图在输入图像上分别拥有不同大小的感受野时，它们将分别用来检测不同大小的目标。例如，我们可以通过设计网络，令较接近输出层的特征图中每个单元拥有更广阔的感受野，从而检测输入图像中更大尺寸的目标。\n",
    "\n",
    "我们将在[“单发多框检测（SSD）”](ssd.ipynb)一节具体实现一个多尺度目标检测的模型。\n",
    "\n",
    "\n",
    "## 小结\n",
    "\n",
    "* 可以在多个尺度下生成不同数量和不同大小的锚框，从而在多个尺度下检测不同大小的目标。\n",
    "* 特征图的形状能确定任一图像上均匀采样的锚框中心。\n",
    "* 用输入图像在某个感受野区域内的信息来预测输入图像上与该区域相近的锚框的类别和偏移量。"
   ]
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
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